Here are the resources I’m learning from and building on (dashboards, articles, papers, and tools).
They’re grouped by format for quick browsing. 🧭
Repositories are grouped in starred section. ⭐
| # | Resource | Link |
|---|---|---|
| 1 | Ballard FC — simple local team dashboard | Open |
| 2 | MinMaxStats — large statistical comparison | Open |
| 3 | UEFA Player Productivity — xA + xG chart | Open |
| 4 | Arsenal Invincibles (03/04) — shots | Open |
| # | Resource | Link |
|---|---|---|
| 1 | Reproducing Google Research Football RL results | Read |
| 2 | StatsBomb Open Data — complete guide | Read |
| 3 | YOLOv8 + BoT-SORT tracking tutorial | Read |
| 4 | Soccer player detection (YOLO) | Read |
| 5 | xT summary & transition matrix context | Read |
| 6 | Space creation (receiving under space/pressure context) | Read |
| 7 | In-depth team analysis — Xabi’s Leverkusen | Read |
| 8 | KU Leuven DTAI — VAEP explainer | Read |
| 9 | ASA — throw-ins research | Read |
| # | Resource | Link |
|---|---|---|
| 1 | Decision making intuition | Watch |
| 2 | New stats for player evaluation | Watch |
| # | Resource | Link |
|---|---|---|
| 1 | Soccermatics playlist | Watch |
| # | Resource | Link |
|---|---|---|
| 1 | CafeTactiques (Ben Griffis analyses) | Visit |
| 2 | Pena.lt (mathematical approach) | Visit |
| 3 | Karun.in (expected threat explanation) | Visit |
| 4 | Trym Sorum (football data articles) | Visit |
| 5 | Jan Van Haaren (annual analytics summaries) | Visit |
| # | Resource | Link |
|---|---|---|
| 1 | StatsBomb (2023) — clustering football situations | Open |
| 2 | Pass clustering & graph representations (arXiv) | Open |
| 3 | xT vs VAEP comparison (Decroos) | |
| 4 | Measuring shared playtime impact (Springer) | Open |
| 5 | Shadow covering as a new measurement (Springer) | Open |
| 6 | Measuring team dependence on gamestate (Robberechts) | |
| 7 | When is the shot optimal? (Robberechts) | |
| 8 | Dynamic expected threat (MDPI) | Open |
| 9 | What makes a successful dribble (Schepers 2025) | |
| 10 | Disrupting opposition / making play predictable (Stats Perform) |
| # | Resource | Link |
|---|---|---|
| 1 | StatsBomb curated archive | Browse |
| # | Resource | Link |
|---|---|---|
| 1 | Footverse — Player Clone & screening | Open |
| 2 | Scouting dashboard | Open |
| 3 | Libertadores — simple tournament shots app | Open |
| 4 | Team Profiles (teams/players/games characteristics) | Open |
| 5 | Euro 2024 dashboard creator | Open |
| 6 | StatsBomb 360 visualizer | Open |
| 7 | Best11 scouting (Wyscout-based, context manipulation) | Open |
| 8 | Football match reports / posters | Open |
| 9 | StatsBomb 3D visualizer | Open |
| 10 | FBref-based team playstyle | Open |
| 11 | MLS physical performance | Open |
| 12 | Simple stat-based player analysis | Open |
| 13 | Footyworld — leagues comparison | Open |
| # | Resource | Link |
|---|---|---|
| 1 | One-versus-one scouting profiles | Open |
| 2 | Simple xG visualizer | Open |
| 3 | Passing graphs | Open |
| 4 | Tournament visualizer | Open |
| 5 | Game states aggregates (Formguide) | Open |
| 6 | ASA — Goals Added rankings | Open |
| 7 | Similar players finder (Shiny) | Open |
| 8 | Understat finishing visualizer | Open |
| 9 | Player evaluator (G+ based, clustering) | Open |
| 10 | Free kicks visualizer (gif) | Open |
| # | Resource | Link |
|---|---|---|
| 1 | FCPythonTagger (mobile) | Open |
| 2 | FCPythonVideoCoder (YouTube manual tagging) | Open |
| 3 | Simple tagger (Torvaney) | Open |
| 4 | Football pitch tracker (Murdoch) | Open |